The 21-year-old was in action for all 90 minutes against the the lower league division outfit.
Stade de Reims 1 US Orleans 1
Ojo was named in the starting eleven by Stade de Reims manager David Guion and was in action for the entirety of the game.
The Ligue 1 outfit could not break down the lower league side as the first half ended goalless at halftime with both sides unable to find a breakthrough.
It was the lower league side that opened the scoring after a barren 15 minutes in the second half.
Jordan Tell was the goalscorer for US Orleans the 62nd minute and were on course for a famous victory.
Sheyi who is on loan from gave Reims a lifeline in the clash when he converted a ball through to him in the 88th minute.
The goal sent the game to extra time as both sides fired blanks in the additional 30 minutes in both halfs.
US Orleans won on penalties 3-2 although Ojo scored his own spot kick.
He took to his official Twitter account to post a message about scoring his first goal for his new team.
He said, "Picture sums up the game. On a positive note, happy to score!Focused on working hard and helping the team."
Ojo who has declared his readiness to play for the is expected to be in action when they face AS Monaco in their next league fixture on Saturday, November 3.